Spam Email Classification垃圾邮件分类

我们收集的非垃圾邮件来自归档的工作和个人电子邮件，因此，“乔治”一词和区域代码“ 650”表示非垃圾邮件。这些在构建个性化垃圾邮件过滤器时很有用。人们要么必须掩盖此类非垃圾邮件指标，要么必须收集大量非垃圾邮件来生成通用垃圾邮件过滤器。

The non-spam emails collected for this dataset are sourced from archived work and personal correspondence. Accordingly, the term "George" and the area code "650" serve as valid indicators of non-spam content. These indicators are highly valuable when constructing personalized spam filters. To develop a general-purpose spam filter, one must either conceal such non-spam indicators or collect a large volume of non-spam emails.

搜集汇总

背景与挑战

背景概述

该数据集是一个用于垃圾邮件分类的电子邮件数据库，包含垃圾邮件和非垃圾邮件的样本。数据集中提供了多种属性特征，如特定词频、字符频率以及大写字母序列的长度等，可用于构建个性化的垃圾邮件过滤器。